{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib .pyplot as plt\n",
    "import seaborn as sns\n",
    "import datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1bf0caa79c8>]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "x= [0,1,2,3,4]\n",
    "y=[0,2,4,6,8]\n",
    "# plt.figure(figsize=200,)\n",
    "# plt.plot(x,y)\n",
    "plt.plot(x,y,label='2x',color='red',linewidth=2,marker='.',linestyle='--',markersize=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1bf0cda5808>]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Q7LmnDzf/9Ke4o4nF++/DH/7glXF33RX69PGR9n77+ftNmsQaXsrotrRIpioqgn79vFrSyy/HHU3a5OX5apH27eGBB/y1ww/3rexTp/o93Icf9rokWVnxxppqGoGLZKL16+Gii+Cll+CKKzxj1XKPPeY7IqdM8c02++zjNyPBP993X7zxxUEJXCTTrFvn693efdfXeV93Xc3YFhixzz+HadPg/OIap2PGePGo226Drl1h//1jDa9GUAIXyTQNG3r26tEDLrgg7mgiNW8ejBzpNyI//tinQE491SvfjhnjC2yklBK4SKZYsMDnDvbbz4ty1AIh+FR+VpavErn4Yv9l4thjfeVIly6evEHJuyK6iSmSCaZM8azWvftvC0xnmKIinxq59lpfPPPii/76KafA44/DkiUweTJccw20aBFvrDWdRuAiNd2YMdCtGzRv7nfxMnS+e8MGXzQzapQn6fr1fSVJ06b+/q67wuWXxxtjptEIXKQmGzjQ5xEOPthH4XvsEXdECduwASZMgGee8ef16/vIOycHnn8eli71BkEdOsQbZybTCFykJlq3Dvr29Z5cxx3nmW7rreOOarPWr/eknZsLY8d6UcSmTX3FY1aWJ3AVRYxOUpfSzBqb2UgzW2Bm883smKgCE6mz5s/3popPPulzCjUseefleY2sksa8a9aUNj+4/XbvkTx6tK90fOUV+OKL0g01St7RSnYE/jAwLoTQ1cwaALpPLFJdIfhSjKuu8iUXr7/ua+hqmAEDvFbWBRfA9tv7z5fRo30r+0UX+S8M7dtDgwZxR1r7VTuBm9l2QFugB0AIoQAo2NSfEZFKrFzp9U1HjPBGDC+8ALvsEndUvzF3Ljz1lK8kefttbzPWvbvfgARfVbLnnvHGWJckMwLfA8gHhprZIcBM4OoQws9lDzKzPkAfgBZaEyTyW9Onw3nneRGPgQO9Y3wNKeLxww8+DWLmBaIee6x0FWP9+l4w6okn4o2xLktmRmoL4DDgyRDCocDPwA3lDwohDA4h5IQQcrKzs5M4nUgtU1QE99zjcw5FRTBpEtx4Y+zJe8kS3yfUrp3/EnDppV5yJS8PnnuuNIFv2ODPS+bCJf2SSeCLgcUhhOnFz0fiCV1ENuf7773t2Q03wFlnwezZXsc7Jt98U5qYb7rJp+Hz8/3x7NledmXAAP85U9bGjf66xKPaUyghhO/N7Fsz2yeEsBBoD8yLLjSRWmr8eLjwQli1yieUe/eOZXPOwoW+3C83Fz76CObM8eXmN97oP1f23ffXx0+d6j0lyyoo8OXpEo9kV6H8FRhevALlC+Ci5EMSqaUKCnxIe//9cMABPqw94IC0hzFvnvd9mDvXnx99tJdiLdkRuffeFf+5WbPSE58kLqkEHkKYDeREFItI7bVokd+o/PBDn1R+4AFo1Cjlpw0BZszwUfZee3mxqBYtPFn37u2bPJs3T3kYkiLaiSmSai++6Ek7K8trpZ5zTspPOW2aN+kZNQq+/tpPXVJnZJttfLekZD7tixJJldWrfWfLX/4CBx3kdwNTlLwLC2HmzNLnt93mlf0OPND3Bv3wAzzySEpOLTHSCFwkFWbP9gqCn30GN98Mt94KW0T77VZQ4NPoubm+Vnv5cvjuO58eefxxb+S7/faRnlJqGCVwkSiF4Iuor73WM+g778CJJ0Z+mrfe8huRP/7o/SBPP90H940b+/utW0d+SqmBlMBForJsGfTsCa++6pWchg71veZJWr3a643k5vqS8W7dvKNa586etDt0gC23jCB+yThK4CJRmDjR57rz8+Ghh3wnTBJru0OA4cM9aY8b59Vls7OhbVt/v3lzGDYsmtAlcymBiySjsNC3It5xh89bTJ0Kh1VvQ/KyZb6Zpn17z/333+8/D3r18pH28cfHvsteahglcJHq+vZb+POfvbZq9+4+973ttlX6Et9/76VYc3Ph/fe94Xx+vleTffNN2Hln1dCWyimBi1TH6NG+K2bDBi/9ev75Vf4Sgwb52uwQYJ99vAjhOeeU7u9p1izimKXW0c92kapYuxauuMK3MO6xhxcRSSB5L1oE997rjXbGjfPXjj/e12vPnetNeAYO9NmXDO1ZLDHQCFwkUfPn+9q9Tz7xfpV33bXJtjNr18L//q9Pj8ye7a/l5JRW/TvggFhKoUgtohG4yOaE4K3VDz/cJ63feMMzc7nkHYIXfHrtNX/esKFPk2y1lR/+5ZdeCqVTpxj+DlIraQQusikrV3ormpdf9uUhL7zwq8npEOCDD0rLsn7xhReLOu00v/m4cGGN6kcstYxG4CKVmTYN2rTxzHznnV7Hu1kzNm4snQbp29fLsT74oFf7GzzYq/+VzGMreUsqaQQuUl5Rkd9xvPlm3zEzeTKFRxzD++95Lh892m9Etmnje3cOPRTOOAN22CHuwKWuSXoEbmZZZjbLzF6LIiCRdMvLgxNOKO7t+P33cMop0L8/dOnCD+Nn0/PpY9h5Z9+y/vzzvhuyZG12To4311HyljhEMQK/GpgPbBfB1xJJuwEDfC9Obu9xXD7tQjauWs3cKwbT5tFebLPGGDfObzx27eq5PQ19GEQSklQCN7PmwGnAQKBvJBGJpFFeHgwfsp67i27mitfuZ64dyLnhfZrO2593zeewFy/WbkipmZL9b/kQcB1QVNkBZtbHzGaY2Yz8/PwkTycSjdWrgRAYe9FoZq4/gGu5nye4jO77fsCjb+/PW2+VHqvkLTVVtf9rmtnpwNIQwsxNHRdCGBxCyAkh5GRHUFpTpLry8+Hpp6FjRzhph1n8dMSJXDK+C+vYkg68xRU8wfyvGnHAAZH3XhBJiWTGFscCZ5rZV8C/gJPM7J+RRCUSoU8+8Z4KTZvCLX3yuHjKxUwrPJww91OuzHqSNszmbToAsHGjz4mLZIJqJ/AQQv8QQvMQQiugG/BuCKHqFX1EIvb11970/fXX/flOO8GqH9Yyru2dLN5qb7que4F6f+/HaXv9l8c3XsrGMreCCgpgypSYAhepIv2iKLXCf//ra7RHjixt7nvFFXDaqYFdJr/MzDXXw/tfw9ln+xrvPfdk8n3xxiySrEgSeAjhfeD9KL6WSCJC8NUhu+3mz//0J69DcuSRcM89Xpa19fIP4Li/+ZC6TRtvcZaC/pQicdEIXDJGCF69tWSkvXix35jcemt46imf495tN/yN/v3hn//0jgjPPAM9eqidjdQ6SuCSEcaNg8sug6++8jx84oleh6TEEUcAP/8Mt93nUyRFRZ7E+/evcpcckUyhBC41zsaNMHmyj7S7dPFkvcsuXjv7llvgzDP9xuQvioq8A3D//rBkCZx7rs+jtGoV119BJC2UwKVGKCqCt9/2qZFXXvGpkS239FZjJ54IBx9cWmf7V6ZMgWuu8ULbOTnwr3/BccelPX6ROCiBS2zWrfPVIwcd5M979vTy26ed5nVHOnXaRDnWr7/2JpIjRvjw/PnnvTSgtk1KHaIELmn188/ebX3kSF+nvc02PutRr57Pc++5p4+8K/XTT3D33d7ipl49uPVWuPZaFd6WOkkJXNLmySehXz/vFdmkCXTr5sv9SpojHHjgJv7wxo3w3HNw001e8vX8873JQsk6QpE6SAlcUmL5chg71m9EDhjgTQ/239+nSc45xzuyJ1xv5P334W9/887AxxwDY8b4gm+ROk4JXCKzZo23jBw5Et57zwfNLVt6ydZDD/WmCSecUIUvuGiRT4+MHu2NJl96yXfslPQrE6njdMdHkrJ4sTf1Bc+rffv6/cXrrvPekF9+CaeeWsUvunKlJ+799oO33oI77oAFC3zORclb5BcagUuVffFFaRf26dN9id+cOd6pZsECbyNZrTxbWOi7Jm+5BZYt892TAwf+qgu8iJTSCFyq5OqroXVrH2Fv2OD3Ef/v/0rf3223aibvCRO8Xslll/nIe8YMGDJEyVtkEzQClwqFAB9/7KPsUaN8iV/z5t4MoUUL3yG5++4RnGjBAvj7331N4R57+AnPPltTJSIJUAKXX/n+e3jwQc+jixb5Uuu2bX1VSfPmvrmmU6cITrRiBfzjH/DEEz73cu+9cNVV0LBhBF9cpG5QAq/jiop8N3pWlq/QA3j4YWjXzjc6du4Mv/tdhCfcsMEXhN92m9+s7N0bbr894pOI1A1K4HVQYSFMnOij7NGjfdR96qk+i9G0qd8/3GabiE+6dq1Plt95JyxcCCef7G1zSvbRi0iVJdPUeDcze8/M5pvZp2Z2dZSBSfXl5fl66++/L32tqKj0cadOnj+fe87rPr30kteAKhFp8l640NcW7rordO/uczKvvurLA5W8RZKSzAi8EOgXQvjIzLYFZprZhBDCvIhik2oaMAD+/W8vE9Kxo4+0334bPv/ck/NVV/lij44dYautUhBAQYEP7Z96ynf01K/vdz0vvdR/sugGpUgkqp3AQwh5QF7x45/MbD6wK6AEHqO8PF99V1QEgwf7xw47+Fz2qlWewM84I0Un//JLP+GQIbB0qdfjvusuuOgi74wjIpGKZA7czFoBhwLTK3ivD9AHoEWLFlGcTsr58UefldhnHxg2rHS6pF49L82am+uD4JQoLPTJ80GDYPx4H12fcYaPtv/wB5V3FUkhCyWl4Kr7Bcy2ASYCA0MIozZ1bE5OTpgxY0ZS5xO3bJk3PsjNhXfe8cUdPXvCiy96ne0SjRr5zsmmTSMOYMkS3zX59NP+eJddfEVJr16+3lBEImNmM0MIOeVfT2p4ZGb1gVxg+OaStyTv55/9cwhejK93b/jsM29IM20aNGjw65uV4AWlBgyIKICiIh9ln322V6m67TavATt6tBdAue02JW+RNKr2FIqZGfAsMD+E8EB0IUlZX3/tOyFzc30k/e23vmb7scd8l3mbNqX3BC+91O8fllVQ4Ou8k7J0KQwd6jclv/wSsrO92FTv3r57UkRikcwc+LHABcAnZja7+LUbQwhvJB+WjB8PN9/sJUHAC0ZddhmsX+8rRyqq8Dd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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,y,'b^--',label='2x')\n",
    "x2=np.arange(0,4.5,0.5)\n",
    "plt.plot(x2[:6],x2[:6]**2,'r',label='x^2')\n",
    "plt.plot(x2[5:],x2[5:]**2,'r--',label='x^2')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['DESCR', 'data', 'feature_names', 'filename', 'target', 'target_names']\n",
      ".. _iris_dataset:\n",
      "\n",
      "Iris plants dataset\n",
      "--------------------\n",
      "\n",
      "**Data Set Characteristics:**\n",
      "\n",
      "    :Number of Instances: 150 (50 in each of three classes)\n",
      "    :Number of Attributes: 4 numeric, predictive attributes and the class\n",
      "    :Attribute Information:\n",
      "        - sepal length in cm\n",
      "        - sepal width in cm\n",
      "        - petal length in cm\n",
      "        - petal width in cm\n",
      "        - class:\n",
      "                - Iris-Setosa\n",
      "                - Iris-Versicolour\n",
      "                - Iris-Virginica\n",
      "                \n",
      "    :Summary Statistics:\n",
      "\n",
      "    ============== ==== ==== ======= ===== ====================\n",
      "                    Min  Max   Mean    SD   Class Correlation\n",
      "    ============== ==== ==== ======= ===== ====================\n",
      "    sepal length:   4.3  7.9   5.84   0.83    0.7826\n",
      "    sepal width:    2.0  4.4   3.05   0.43   -0.4194\n",
      "    petal length:   1.0  6.9   3.76   1.76    0.9490  (high!)\n",
      "    petal width:    0.1  2.5   1.20   0.76    0.9565  (high!)\n",
      "    ============== ==== ==== ======= ===== ====================\n",
      "\n",
      "    :Missing Attribute Values: None\n",
      "    :Class Distribution: 33.3% for each of 3 classes.\n",
      "    :Creator: R.A. Fisher\n",
      "    :Donor: Michael Marshall (MARSHALL%PLU@io.arc.nasa.gov)\n",
      "    :Date: July, 1988\n",
      "\n",
      "The famous Iris database, first used by Sir R.A. Fisher. The dataset is taken\n",
      "from Fisher's paper. Note that it's the same as in R, but not as in the UCI\n",
      "Machine Learning Repository, which has two wrong data points.\n",
      "\n",
      "This is perhaps the best known database to be found in the\n",
      "pattern recognition literature.  Fisher's paper is a classic in the field and\n",
      "is referenced frequently to this day.  (See Duda & Hart, for example.)  The\n",
      "data set contains 3 classes of 50 instances each, where each class refers to a\n",
      "type of iris plant.  One class is linearly separable from the other 2; the\n",
      "latter are NOT linearly separable from each other.\n",
      "\n",
      ".. topic:: References\n",
      "\n",
      "   - Fisher, R.A. \"The use of multiple measurements in taxonomic problems\"\n",
      "     Annual Eugenics, 7, Part II, 179-188 (1936); also in \"Contributions to\n",
      "     Mathematical Statistics\" (John Wiley, NY, 1950).\n",
      "   - Duda, R.O., & Hart, P.E. (1973) Pattern Classification and Scene Analysis.\n",
      "     (Q327.D83) John Wiley & Sons.  ISBN 0-471-22361-1.  See page 218.\n",
      "   - Dasarathy, B.V. (1980) \"Nosing Around the Neighborhood: A New System\n",
      "     Structure and Classification Rule for Recognition in Partially Exposed\n",
      "     Environments\".  IEEE Transactions on Pattern Analysis and Machine\n",
      "     Intelligence, Vol. PAMI-2, No. 1, 67-71.\n",
      "   - Gates, G.W. (1972) \"The Reduced Nearest Neighbor Rule\".  IEEE Transactions\n",
      "     on Information Theory, May 1972, 431-433.\n",
      "   - See also: 1988 MLC Proceedings, 54-64.  Cheeseman et al\"s AUTOCLASS II\n",
      "     conceptual clustering system finds 3 classes in the data.\n",
      "   - Many, many more ...\n"
     ]
    }
   ],
   "source": [
    "from sklearn.datasets import load_iris\n",
    "data = load_iris()\n",
    "print(dir(data))  # 查看data所具有的属性或方法\n",
    "print(data.DESCR)  # 查看数据集的简介\n",
    "\n",
    "\n",
    "import pandas as pd\n",
    "#直接读到pandas的数据框中\n",
    "df = pd.DataFrame(data=data.data, columns=data.feature_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>sepal length (cm)</th>\n",
       "      <th>sepal width (cm)</th>\n",
       "      <th>petal length (cm)</th>\n",
       "      <th>petal width (cm)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>145</td>\n",
       "      <td>6.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>146</td>\n",
       "      <td>6.3</td>\n",
       "      <td>2.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>147</td>\n",
       "      <td>6.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>148</td>\n",
       "      <td>6.2</td>\n",
       "      <td>3.4</td>\n",
       "      <td>5.4</td>\n",
       "      <td>2.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>149</td>\n",
       "      <td>5.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>150 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     sepal length (cm)  sepal width (cm)  petal length (cm)  petal width (cm)\n",
       "0                  5.1               3.5                1.4               0.2\n",
       "1                  4.9               3.0                1.4               0.2\n",
       "2                  4.7               3.2                1.3               0.2\n",
       "3                  4.6               3.1                1.5               0.2\n",
       "4                  5.0               3.6                1.4               0.2\n",
       "..                 ...               ...                ...               ...\n",
       "145                6.7               3.0                5.2               2.3\n",
       "146                6.3               2.5                5.0               1.9\n",
       "147                6.5               3.0                5.2               2.0\n",
       "148                6.2               3.4                5.4               2.3\n",
       "149                5.9               3.0                5.1               1.8\n",
       "\n",
       "[150 rows x 4 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set(color_codes=True)\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>145</td>\n",
       "      <td>6.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.3</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>146</td>\n",
       "      <td>6.3</td>\n",
       "      <td>2.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>147</td>\n",
       "      <td>6.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>148</td>\n",
       "      <td>6.2</td>\n",
       "      <td>3.4</td>\n",
       "      <td>5.4</td>\n",
       "      <td>2.3</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>149</td>\n",
       "      <td>5.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.8</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>150 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     sepal_length  sepal_width  petal_length  petal_width    species\n",
       "0             5.1          3.5           1.4          0.2     setosa\n",
       "1             4.9          3.0           1.4          0.2     setosa\n",
       "2             4.7          3.2           1.3          0.2     setosa\n",
       "3             4.6          3.1           1.5          0.2     setosa\n",
       "4             5.0          3.6           1.4          0.2     setosa\n",
       "..            ...          ...           ...          ...        ...\n",
       "145           6.7          3.0           5.2          2.3  virginica\n",
       "146           6.3          2.5           5.0          1.9  virginica\n",
       "147           6.5          3.0           5.2          2.0  virginica\n",
       "148           6.2          3.4           5.4          2.3  virginica\n",
       "149           5.9          3.0           5.1          1.8  virginica\n",
       "\n",
       "[150 rows x 5 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris = sns.load_dataset('iris')\n",
    "iris.head(150)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>count</td>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>mean</td>\n",
       "      <td>5.843333</td>\n",
       "      <td>3.057333</td>\n",
       "      <td>3.758000</td>\n",
       "      <td>1.199333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>std</td>\n",
       "      <td>0.828066</td>\n",
       "      <td>0.435866</td>\n",
       "      <td>1.765298</td>\n",
       "      <td>0.762238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>min</td>\n",
       "      <td>4.300000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25%</td>\n",
       "      <td>5.100000</td>\n",
       "      <td>2.800000</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>50%</td>\n",
       "      <td>5.800000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4.350000</td>\n",
       "      <td>1.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>75%</td>\n",
       "      <td>6.400000</td>\n",
       "      <td>3.300000</td>\n",
       "      <td>5.100000</td>\n",
       "      <td>1.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>max</td>\n",
       "      <td>7.900000</td>\n",
       "      <td>4.400000</td>\n",
       "      <td>6.900000</td>\n",
       "      <td>2.500000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       sepal_length  sepal_width  petal_length  petal_width\n",
       "count    150.000000   150.000000    150.000000   150.000000\n",
       "mean       5.843333     3.057333      3.758000     1.199333\n",
       "std        0.828066     0.435866      1.765298     0.762238\n",
       "min        4.300000     2.000000      1.000000     0.100000\n",
       "25%        5.100000     2.800000      1.600000     0.300000\n",
       "50%        5.800000     3.000000      4.350000     1.300000\n",
       "75%        6.400000     3.300000      5.100000     1.800000\n",
       "max        7.900000     4.400000      6.900000     2.500000"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 150 entries, 0 to 149\n",
      "Data columns (total 5 columns):\n",
      "sepal_length    150 non-null float64\n",
      "sepal_width     150 non-null float64\n",
      "petal_length    150 non-null float64\n",
      "petal_width     150 non-null float64\n",
      "species         150 non-null object\n",
      "dtypes: float64(4), object(1)\n",
      "memory usage: 6.0+ KB\n"
     ]
    }
   ],
   "source": [
    "iris.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "species\n",
       "setosa        50\n",
       "versicolor    50\n",
       "virginica     50\n",
       "dtype: int64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.groupby('species').size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x1bf0d8e0e88>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 950.85x864 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(iris,hue='species',size=3,aspect=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x000001BF0F2C3A48>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001BF0F63C588>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x000001BF0F61C408>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001BF0F322248>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x1008 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "iris.boxplot(by='species',figsize=(14,14))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1bf0fc4cb08>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,8))\n",
    "# sepal_length\tsepal_width\tpetal_length\tpetal_width\n",
    "plt.subplot(2,2,1)\n",
    "sns.violinplot(x='species',y='sepal_length',data=iris)\n",
    "plt.subplot(2,2,2)\n",
    "sns.violinplot(x='species',y='sepal_width',data=iris)\n",
    "plt.subplot(2,2,3)\n",
    "sns.violinplot(x='species',y='petal_length',data=iris)\n",
    "plt.subplot(2,2,4)\n",
    "sns.violinplot(x='species',y='petal_width',data=iris)"
   ]
  },
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